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A Level-Set Approach for Solving Nonlinear Integer Optimization Problems
Keyword:
Mathematical Programming
,
Optimization
,
Level-set
,
Value Function
,
Data Structures
, and
Polynomial
Creator:
Killea, Ryan
Advisor:
Trapp, Andrew C
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-07-10
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Working With What You’ve Got: Leveraging Mislabeled Datasets And Improving Imperfect Pretrained Models
Keyword:
Data Science
,
Machine Learning
,
Pretrained Models
,
Generative Modeling
,
Deep Learning
, and
Bias
Creator:
Gerych, Walter
Advisor:
Rundensteiner, Elke A.
and
Agu, Emmanuel O.
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-10-06
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Multi-modal Models for Depression Screening
Keyword:
Transfer learning
,
Sequential modeling for mental health screen
,
Multivariate time series
,
Deep learning
,
Multi-task learning
, and
Digital health
Creator:
Flores, Ricardo
Advisor:
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-10-11
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Intelligent and Resilient Radio Resource Allocation for 5G and Beyond Wireless Communications
Keyword:
Deep Reinforcement Learning
,
Robust PCA
,
mmWave Communications
,
Graph Neural Networks
, and
Wireless Communications
Creator:
Ghasemi, Ahmad
Advisor:
Zekavat, Seyed A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-06-24
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Data Driven University Capacity Analysis via Mathematical Optimization
Keyword:
Multi Objective Optimization
,
Integer Optimization
, and
Academic Scheduling
Creator:
Aygul, Ozge
Advisor:
Trapp, Andrew C
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-06-29
Resource Type:
Dissertation
Degree:
MS
Unit (Department):
Data Science
Strategies and Structures for Biological Datasets Integration and Knowledge Discovery
Keyword:
Single-cell RNA Sequencing
,
Data Integration
,
CCA
,
Network Analysis
,
Biology
, and
Feature Engineering
Creator:
Teeple, Erin
Advisor:
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-07-25
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Bespoke Neural Network Architectures for Rapid Multivariate Time Series Classification and Representation
Keyword:
Deep Learning
,
Representation Learning
,
Transfer Learning
, and
Chemical Sensing
Creator:
Moore, Alexander
Advisor:
Mangoubi, Oren Rami
,
Eltabakh, Mohamed Y.
, and
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-08-08
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Exploring Neural Network Structure through Iterative Neural Networks: Connections to Dynamical Systems
Keyword:
Iterative
,
Neural Network
,
Recurrent Neural Network
,
Machine Learning
,
Sparse
, and
Sparsity
Creator:
Hershey, Quincy
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-04-20
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Integrating Personalized Learning into Online Education through Content Aggregation, Data Mining, and Reinforcement Learning
Creator:
Prihar, Ethan
Advisor:
Heffernan, Neil
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-03-30
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Knowledge Amalgamation from Heterogeneous Pre-Trained Models
Keyword:
Pre-Trained Models
,
Deep Learning
, and
Knowledge Amalgamation
Creator:
Thadajarassiri, Jidapa
Advisor:
Kong, Xiangnan
and
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-04-18
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Evaluation of Repeated Colonel Blotto Games with Semi-Bandit Feedback
Keyword:
Resource Allocation
,
Graph Theory
,
Online Learning
,
Semi-Bandits
,
Game Theory
, and
Path Planning
Creator:
Diamond, N'yoma
Advisor:
Murai, Fabricio
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-04-24
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Assessing Individual Differences In Graphical Perception
Creator:
Davis, Russell
Advisor:
Harrison, Lane T.
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-04-25
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
LEVERAGING MULTI-TASK LEARNING GRAPH NEURAL NETWORKS FOR IMPROVING FRAUD DETECTION
Keyword:
Graph Neural Network
,
Node Classification
,
Link Prediction
, and
Link Classification
Creator:
Ganguly, Sirshendu
Advisor:
Murai, Fabricio
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-04-25
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Robust Representation Learning for Context Recognition on Weakly-supervised Mobile Sensed Data with Covariate-shifts
Keyword:
Human context recognition
,
Ubiquitous computing
,
Domain adaptation
, and
Adversarial machine learning
Creator:
Alajaji, Abdulaziz
Advisor:
Agu, Emmanuel O.
and
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-04-26
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Human Behavior Analysis via Generative Adversarial Imitation Learning
Creator:
Zhang, Xin
Advisor:
Li, Yanhua
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-04-27
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Data Science for Improving Operations in Organizations that Serve Vulnerable Populations
Keyword:
Government and Nongovernment Agencies
,
Applied Analytics
,
Data Science
,
Immigration
,
Data Science for Social Good
, and
Anti-human Trafficking
Creator:
Dimas, Geri
Advisor:
Trapp, Andrew C
and
Konrad, Renata
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-04-27
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Towards an End-to-End Training Data Management System for Machine Learning Models
Keyword:
machine learning
,
anomaly detection
,
active learning
,
big data manangement
,
human-in-the-loop
, and
semi-supervised learning
Creator:
Zhang, Huayi
Advisor:
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-01-18
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Predicting MXene Properties via Machine Learning
Keyword:
12 - Responsible Consumption and Production
,
7 - Affordable and Clean Energy
,
11 - Sustainable Cities and Communities
,
9 - Industry, Onnovation, and Infrastructure
, and
13 - Climate Action
Creator:
Vertina, Eric
Advisor:
Mangoubi, Oren Rami
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-12-16
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
FACET: Counterfactual Explanation Analytics
Keyword:
Ethical AI
,
Counterfactual Explanation
,
Interpretable Machine Learning
,
Tree Ensembles
,
Random Forest
, and
Explainable AI
Creator:
VanNostrand, Peter
Advisor:
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-12-16
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Educational Data Mining toward Personalized Tutoring: Exploration of Facial Behaviors, Thermal Comfort, and Relevant Content Search
Creator:
Jiang, Han
Advisor:
Whitehill, Jacob Richard
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-08-01
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
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